Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 20718 |
| Missing cells | 2178 |
| Missing cells (%) | 0.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.2 MiB |
| Average record size in memory | 162.0 B |
Variable types
| Categorical | 3 |
|---|---|
| Text | 1 |
| Numeric | 15 |
| Boolean | 2 |
Artist has a high cardinality: 2079 distinct values | High cardinality |
Album has a high cardinality: 11937 distinct values | High cardinality |
Energy is highly overall correlated with Loudness and 1 other fields | High correlation |
Loudness is highly overall correlated with Energy | High correlation |
Acousticness is highly overall correlated with Energy | High correlation |
Views is highly overall correlated with Likes and 2 other fields | High correlation |
Likes is highly overall correlated with Views and 2 other fields | High correlation |
Comments is highly overall correlated with Views and 2 other fields | High correlation |
Spotify_stream is highly overall correlated with Views and 2 other fields | High correlation |
Licensed is highly overall correlated with Official_video | High correlation |
Official_video is highly overall correlated with Licensed | High correlation |
Views has 470 (2.3%) missing values | Missing |
Likes has 541 (2.6%) missing values | Missing |
Comments has 569 (2.7%) missing values | Missing |
Spotify_stream has 576 (2.8%) missing values | Missing |
Duration_ms is highly skewed (γ1 = 23.37595857) | Skewed |
Comments is highly skewed (γ1 = 43.69709221) | Skewed |
Artist is uniformly distributed | Uniform |
Key has 2305 (11.1%) zeros | Zeros |
Instrumentalness has 9391 (45.3%) zeros | Zeros |
Comments has 499 (2.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-16 17:20:42.748686 |
|---|---|
| Analysis finished | 2023-07-16 17:22:12.935428 |
| Duration | 1 minute and 30.19 seconds |
| Software version | ydata-profiling vv4.3.1 |
| Download configuration | config.json |
Artist
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 2079 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 323.7 KiB |
| Gorillaz | 10 |
|---|---|
| Die drei !!! | 10 |
| Hollywood Undead | 10 |
| Empire of the Sun | 10 |
| White Noise for Babies | 10 |
| Other values (2074) |
Length
| Max length | 45 |
|---|---|
| Median length | 32 |
| Mean length | 10.974901 |
| Min length | 2 |
Characters and Unicode
| Total characters | 227378 |
|---|---|
| Distinct characters | 107 |
| Distinct categories | 10 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 3 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Gorillaz |
|---|---|
| 2nd row | Gorillaz |
| 3rd row | Gorillaz |
| 4th row | Gorillaz |
| 5th row | Gorillaz |
Common Values
| Value | Count | Frequency (%) |
| Gorillaz | 10 | < 0.1% |
| Die drei !!! | 10 | < 0.1% |
| Hollywood Undead | 10 | < 0.1% |
| Empire of the Sun | 10 | < 0.1% |
| White Noise for Babies | 10 | < 0.1% |
| IU | 10 | < 0.1% |
| Kizzy | 10 | < 0.1% |
| Alan Gomez | 10 | < 0.1% |
| RÜFÜS DU SOL | 10 | < 0.1% |
| Bo Burnham | 10 | < 0.1% |
| Other values (2069) | 20618 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| the | 840 | 2.1% |
| 439 | 1.1% | |
| los | 290 | 0.7% |
| de | 200 | 0.5% |
| la | 150 | 0.4% |
| el | 130 | 0.3% |
| james | 130 | 0.3% |
| of | 130 | 0.3% |
| john | 120 | 0.3% |
| lil | 119 | 0.3% |
| Other values (2961) | 36662 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 20453 | 9.0% |
| e | 19243 | 8.5% |
| 18492 | 8.1% | |
| i | 13778 | 6.1% |
| o | 13343 | 5.9% |
| n | 12976 | 5.7% |
| r | 12386 | 5.4% |
| l | 9556 | 4.2% |
| s | 9016 | 4.0% |
| t | 7418 | 3.3% |
| Other values (97) | 90717 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 162126 | |
| Uppercase Letter | 43822 | 19.3% |
| Space Separator | 18492 | 8.1% |
| Other Punctuation | 1538 | 0.7% |
| Decimal Number | 920 | 0.4% |
| Dash Punctuation | 330 | 0.1% |
| Currency Symbol | 110 | < 0.1% |
| Math Symbol | 20 | < 0.1% |
| Close Punctuation | 10 | < 0.1% |
| Open Punctuation | 10 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 20453 | |
| e | 19243 | |
| i | 13778 | 8.5% |
| o | 13343 | 8.2% |
| n | 12976 | 8.0% |
| r | 12386 | 7.6% |
| l | 9556 | 5.9% |
| s | 9016 | 5.6% |
| t | 7418 | 4.6% |
| h | 6056 | 3.7% |
| Other values (36) | 37901 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 3502 | 8.0% |
| M | 3235 | 7.4% |
| C | 2999 | 6.8% |
| T | 2826 | 6.4% |
| B | 2769 | 6.3% |
| A | 2736 | 6.2% |
| L | 2528 | 5.8% |
| D | 2356 | 5.4% |
| R | 2227 | 5.1% |
| J | 2064 | 4.7% |
| Other values (24) | 16580 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 730 | |
| & | 409 | |
| ' | 149 | 9.7% |
| ! | 70 | 4.6% |
| " | 60 | 3.9% |
| , | 40 | 2.6% |
| ? | 30 | 2.0% |
| / | 20 | 1.3% |
| * | 20 | 1.3% |
| : | 10 | 0.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 220 | |
| 2 | 170 | |
| 5 | 120 | |
| 4 | 100 | |
| 0 | 80 | 8.7% |
| 7 | 60 | 6.5% |
| 3 | 50 | 5.4% |
| 6 | 50 | 5.4% |
| 9 | 40 | 4.3% |
| 8 | 30 | 3.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 310 | |
| – | 20 | 6.1% |
Space Separator
| Value | Count | Frequency (%) |
| 18492 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 110 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 20 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 10 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 10 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 205948 | |
| Common | 21430 | 9.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 20453 | 9.9% |
| e | 19243 | 9.3% |
| i | 13778 | 6.7% |
| o | 13343 | 6.5% |
| n | 12976 | 6.3% |
| r | 12386 | 6.0% |
| l | 9556 | 4.6% |
| s | 9016 | 4.4% |
| t | 7418 | 3.6% |
| h | 6056 | 2.9% |
| Other values (70) | 81723 |
Common
| Value | Count | Frequency (%) |
| 18492 | ||
| . | 730 | 3.4% |
| & | 409 | 1.9% |
| - | 310 | 1.4% |
| 1 | 220 | 1.0% |
| 2 | 170 | 0.8% |
| ' | 149 | 0.7% |
| 5 | 120 | 0.6% |
| $ | 110 | 0.5% |
| 4 | 100 | 0.5% |
| Other values (17) | 620 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 225918 | |
| None | 1440 | 0.6% |
| Punctuation | 20 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 20453 | 9.1% |
| e | 19243 | 8.5% |
| 18492 | 8.2% | |
| i | 13778 | 6.1% |
| o | 13343 | 5.9% |
| n | 12976 | 5.7% |
| r | 12386 | 5.5% |
| l | 9556 | 4.2% |
| s | 9016 | 4.0% |
| t | 7418 | 3.3% |
| Other values (68) | 89257 |
None
| Value | Count | Frequency (%) |
| é | 320 | |
| á | 190 | |
| í | 190 | |
| ó | 130 | |
| ü | 80 | 5.6% |
| ã | 80 | 5.6% |
| ö | 60 | 4.2% |
| ñ | 60 | 4.2% |
| ç | 50 | 3.5% |
| è | 30 | 2.1% |
| Other values (18) | 250 |
Punctuation
| Value | Count | Frequency (%) |
| – | 20 |
Track
Text
| Distinct | 17841 |
|---|---|
| Distinct (%) | 86.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 323.7 KiB |
Length
| Max length | 195 |
|---|---|
| Median length | 112 |
| Mean length | 19.432812 |
| Min length | 1 |
Characters and Unicode
| Total characters | 402609 |
|---|---|
| Distinct characters | 500 |
| Distinct categories | 18 ? |
| Distinct scripts | 9 ? |
| Distinct blocks | 13 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 15714 ? |
|---|---|
| Unique (%) | 75.8% |
Sample
| 1st row | Feel Good Inc. |
|---|---|
| 2nd row | Rhinestone Eyes |
| 3rd row | New Gold (feat. Tame Impala and Bootie Brown) |
| 4th row | On Melancholy Hill |
| 5th row | Clint Eastwood |
| Value | Count | Frequency (%) |
| 3717 | 4.9% | |
| feat | 1744 | 2.3% |
| the | 1629 | 2.1% |
| you | 912 | 1.2% |
| me | 903 | 1.2% |
| a | 767 | 1.0% |
| i | 704 | 0.9% |
| love | 646 | 0.8% |
| of | 590 | 0.8% |
| remix | 587 | 0.8% |
| Other values (15038) | 64431 |
Most occurring characters
| Value | Count | Frequency (%) |
| 55912 | 13.9% | |
| e | 34560 | 8.6% |
| a | 27670 | 6.9% |
| o | 23631 | 5.9% |
| i | 19974 | 5.0% |
| n | 17595 | 4.4% |
| r | 16905 | 4.2% |
| t | 16128 | 4.0% |
| s | 12342 | 3.1% |
| l | 12091 | 3.0% |
| Other values (490) | 165801 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 251209 | |
| Uppercase Letter | 71431 | 17.7% |
| Space Separator | 55912 | 13.9% |
| Other Punctuation | 8214 | 2.0% |
| Decimal Number | 5073 | 1.3% |
| Close Punctuation | 3459 | 0.9% |
| Open Punctuation | 3457 | 0.9% |
| Dash Punctuation | 3035 | 0.8% |
| Other Letter | 530 | 0.1% |
| Final Punctuation | 102 | < 0.1% |
| Other values (8) | 187 | < 0.1% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| の | 15 | 2.8% |
| ス | 9 | 1.7% |
| イ | 9 | 1.7% |
| ン | 9 | 1.7% |
| 你 | 8 | 1.5% |
| 的 | 8 | 1.5% |
| ル | 7 | 1.3% |
| ア | 6 | 1.1% |
| に | 6 | 1.1% |
| 不 | 6 | 1.1% |
| Other values (315) | 447 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 34560 | |
| a | 27670 | |
| o | 23631 | 9.4% |
| i | 19974 | 8.0% |
| n | 17595 | 7.0% |
| r | 16905 | 6.7% |
| t | 16128 | 6.4% |
| s | 12342 | 4.9% |
| l | 12091 | 4.8% |
| u | 9010 | 3.6% |
| Other values (52) | 61303 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 5508 | 7.7% |
| T | 5429 | 7.6% |
| M | 5187 | 7.3% |
| A | 5039 | 7.1% |
| L | 4190 | 5.9% |
| D | 3647 | 5.1% |
| R | 3580 | 5.0% |
| B | 3564 | 5.0% |
| C | 3458 | 4.8% |
| I | 3222 | 4.5% |
| Other values (41) | 28607 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 2943 | |
| ' | 1388 | |
| , | 1146 | 14.0% |
| " | 920 | 11.2% |
| & | 728 | 8.9% |
| : | 414 | 5.0% |
| / | 237 | 2.9% |
| ? | 156 | 1.9% |
| ! | 143 | 1.7% |
| * | 41 | 0.5% |
| Other values (8) | 98 | 1.2% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1183 | |
| 0 | 1065 | |
| 1 | 1004 | |
| 5 | 333 | 6.6% |
| 3 | 318 | 6.3% |
| 9 | 281 | 5.5% |
| 4 | 253 | 5.0% |
| 7 | 230 | 4.5% |
| 6 | 217 | 4.3% |
| 8 | 189 | 3.7% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 38 | |
| | | 22 | |
| = | 3 | 4.3% |
| ~ | 3 | 4.3% |
| ∞ | 2 | 2.9% |
| < | 1 | 1.4% |
| ⟁ | 1 | 1.4% |
Nonspacing Mark
| Value | Count | Frequency (%) |
| ́ | 10 | |
| ̧ | 2 | 11.8% |
| ̇ | 2 | 11.8% |
| ̃ | 1 | 5.9% |
| ゙ | 1 | 5.9% |
| ︎ | 1 | 5.9% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3359 | |
| ] | 98 | 2.8% |
| 》 | 2 | 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3357 | |
| [ | 98 | 2.8% |
| 《 | 2 | 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3027 | |
| – | 7 | 0.2% |
| — | 1 | < 0.1% |
Other Symbol
| Value | Count | Frequency (%) |
| ™ | 4 | |
| ♡ | 1 | 16.7% |
| ® | 1 | 16.7% |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 89 | |
| ” | 13 | 12.7% |
Initial Punctuation
| Value | Count | Frequency (%) |
| “ | 11 | |
| ‘ | 1 | 8.3% |
Space Separator
| Value | Count | Frequency (%) |
| 55912 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 60 |
Modifier Letter
| Value | Count | Frequency (%) |
| ー | 12 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 8 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ´ | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 322635 | |
| Common | 79422 | 19.7% |
| Han | 298 | 0.1% |
| Katakana | 114 | < 0.1% |
| Hiragana | 80 | < 0.1% |
| Hangul | 33 | < 0.1% |
| Inherited | 17 | < 0.1% |
| Hebrew | 5 | < 0.1% |
| Greek | 5 | < 0.1% |
Most frequent character per script
Han
| Value | Count | Frequency (%) |
| 你 | 8 | 2.7% |
| 的 | 8 | 2.7% |
| 不 | 6 | 2.0% |
| 花 | 5 | 1.7% |
| 我 | 5 | 1.7% |
| 為 | 4 | 1.3% |
| 歌 | 4 | 1.3% |
| 恋 | 4 | 1.3% |
| 好 | 4 | 1.3% |
| 勇 | 3 | 1.0% |
| Other values (203) | 247 |
Latin
| Value | Count | Frequency (%) |
| e | 34560 | 10.7% |
| a | 27670 | 8.6% |
| o | 23631 | 7.3% |
| i | 19974 | 6.2% |
| n | 17595 | 5.5% |
| r | 16905 | 5.2% |
| t | 16128 | 5.0% |
| s | 12342 | 3.8% |
| l | 12091 | 3.7% |
| u | 9010 | 2.8% |
| Other values (98) | 132729 |
Common
| Value | Count | Frequency (%) |
| 55912 | ||
| ) | 3359 | 4.2% |
| ( | 3357 | 4.2% |
| - | 3027 | 3.8% |
| . | 2943 | 3.7% |
| ' | 1388 | 1.7% |
| 2 | 1183 | 1.5% |
| , | 1146 | 1.4% |
| 0 | 1065 | 1.3% |
| 1 | 1004 | 1.3% |
| Other values (46) | 5038 | 6.3% |
Katakana
| Value | Count | Frequency (%) |
| ス | 9 | 7.9% |
| イ | 9 | 7.9% |
| ン | 9 | 7.9% |
| ル | 7 | 6.1% |
| ア | 6 | 5.3% |
| シ | 5 | 4.4% |
| フ | 4 | 3.5% |
| ラ | 4 | 3.5% |
| ロ | 3 | 2.6% |
| ノ | 3 | 2.6% |
| Other values (36) | 55 |
Hiragana
| Value | Count | Frequency (%) |
| の | 15 | |
| に | 6 | 7.5% |
| な | 5 | 6.2% |
| き | 5 | 6.2% |
| い | 3 | 3.8% |
| ま | 3 | 3.8% |
| た | 3 | 3.8% |
| し | 3 | 3.8% |
| り | 2 | 2.5% |
| て | 2 | 2.5% |
| Other values (25) | 33 |
Hangul
| Value | Count | Frequency (%) |
| 일 | 2 | 6.1% |
| 나 | 2 | 6.1% |
| 시 | 2 | 6.1% |
| 가 | 2 | 6.1% |
| 라 | 2 | 6.1% |
| 링 | 2 | 6.1% |
| 바 | 1 | 3.0% |
| 만 | 1 | 3.0% |
| 봐 | 1 | 3.0% |
| 그 | 1 | 3.0% |
| Other values (17) | 17 |
Inherited
| Value | Count | Frequency (%) |
| ́ | 10 | |
| ̧ | 2 | 11.8% |
| ̇ | 2 | 11.8% |
| ̃ | 1 | 5.9% |
| ゙ | 1 | 5.9% |
| ︎ | 1 | 5.9% |
Greek
| Value | Count | Frequency (%) |
| Ε | 1 | |
| Γ | 1 | |
| Σ | 1 | |
| Δ | 1 | |
| Θ | 1 |
Hebrew
| Value | Count | Frequency (%) |
| ה | 2 | |
| ש | 1 | |
| ד | 1 | |
| ק | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 399547 | |
| None | 2370 | 0.6% |
| CJK | 298 | 0.1% |
| Katakana | 128 | < 0.1% |
| Punctuation | 124 | < 0.1% |
| Hiragana | 81 | < 0.1% |
| Hangul | 33 | < 0.1% |
| Diacriticals | 15 | < 0.1% |
| Hebrew | 5 | < 0.1% |
| Letterlike Symbols | 4 | < 0.1% |
| Other values (3) | 4 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 55912 | 14.0% | |
| e | 34560 | 8.6% |
| a | 27670 | 6.9% |
| o | 23631 | 5.9% |
| i | 19974 | 5.0% |
| n | 17595 | 4.4% |
| r | 16905 | 4.2% |
| t | 16128 | 4.0% |
| s | 12342 | 3.1% |
| l | 12091 | 3.0% |
| Other values (79) | 162739 |
None
| Value | Count | Frequency (%) |
| é | 371 | |
| ó | 319 | |
| á | 269 | |
| í | 259 | |
| ú | 148 | 6.2% |
| ã | 147 | 6.2% |
| ñ | 121 | 5.1% |
| ç | 102 | 4.3% |
| ü | 66 | 2.8% |
| ı | 56 | 2.4% |
| Other values (58) | 512 |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 89 | |
| ” | 13 | 10.5% |
| “ | 11 | 8.9% |
| – | 7 | 5.6% |
| … | 2 | 1.6% |
| — | 1 | 0.8% |
| ‘ | 1 | 0.8% |
Hiragana
| Value | Count | Frequency (%) |
| の | 15 | |
| に | 6 | 7.4% |
| な | 5 | 6.2% |
| き | 5 | 6.2% |
| い | 3 | 3.7% |
| ま | 3 | 3.7% |
| た | 3 | 3.7% |
| し | 3 | 3.7% |
| り | 2 | 2.5% |
| て | 2 | 2.5% |
| Other values (26) | 34 |
Katakana
| Value | Count | Frequency (%) |
| ー | 12 | 9.4% |
| ス | 9 | 7.0% |
| イ | 9 | 7.0% |
| ン | 9 | 7.0% |
| ル | 7 | 5.5% |
| ア | 6 | 4.7% |
| シ | 5 | 3.9% |
| フ | 4 | 3.1% |
| ラ | 4 | 3.1% |
| ロ | 3 | 2.3% |
| Other values (38) | 60 |
Diacriticals
| Value | Count | Frequency (%) |
| ́ | 10 | |
| ̧ | 2 | 13.3% |
| ̇ | 2 | 13.3% |
| ̃ | 1 | 6.7% |
CJK
| Value | Count | Frequency (%) |
| 你 | 8 | 2.7% |
| 的 | 8 | 2.7% |
| 不 | 6 | 2.0% |
| 花 | 5 | 1.7% |
| 我 | 5 | 1.7% |
| 為 | 4 | 1.3% |
| 歌 | 4 | 1.3% |
| 恋 | 4 | 1.3% |
| 好 | 4 | 1.3% |
| 勇 | 3 | 1.0% |
| Other values (203) | 247 |
Letterlike Symbols
| Value | Count | Frequency (%) |
| ™ | 4 |
Hebrew
| Value | Count | Frequency (%) |
| ה | 2 | |
| ש | 1 | |
| ד | 1 | |
| ק | 1 |
Hangul
| Value | Count | Frequency (%) |
| 일 | 2 | 6.1% |
| 나 | 2 | 6.1% |
| 시 | 2 | 6.1% |
| 가 | 2 | 6.1% |
| 라 | 2 | 6.1% |
| 링 | 2 | 6.1% |
| 바 | 1 | 3.0% |
| 만 | 1 | 3.0% |
| 봐 | 1 | 3.0% |
| 그 | 1 | 3.0% |
| Other values (17) | 17 |
Math Operators
| Value | Count | Frequency (%) |
| ∞ | 2 |
VS
| Value | Count | Frequency (%) |
| ︎ | 1 |
Misc Symbols
| Value | Count | Frequency (%) |
| ♡ | 1 |
Album
Categorical
HIGH CARDINALITY
| Distinct | 11937 |
|---|---|
| Distinct (%) | 57.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 323.7 KiB |
| Greatest Hits | 30 |
|---|---|
| Hamilton (Original Broadway Cast Recording) | 29 |
| Rebelde | 25 |
| Madvillainy | 24 |
| El Ultimo Adiós | 24 |
| Other values (11932) |
Length
| Max length | 195 |
|---|---|
| Median length | 103 |
| Mean length | 20.36046 |
| Min length | 1 |
Characters and Unicode
| Total characters | 421828 |
|---|---|
| Distinct characters | 383 |
| Distinct categories | 17 ? |
| Distinct scripts | 8 ? |
| Distinct blocks | 10 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 7520 ? |
|---|---|
| Unique (%) | 36.3% |
Sample
| 1st row | Demon Days |
|---|---|
| 2nd row | Plastic Beach |
| 3rd row | New Gold (feat. Tame Impala and Bootie Brown) |
| 4th row | Plastic Beach |
| 5th row | Gorillaz |
Common Values
| Value | Count | Frequency (%) |
| Greatest Hits | 30 | 0.1% |
| Hamilton (Original Broadway Cast Recording) | 29 | 0.1% |
| Rebelde | 25 | 0.1% |
| Madvillainy | 24 | 0.1% |
| El Ultimo Adiós | 24 | 0.1% |
| HEROES & VILLAINS | 22 | 0.1% |
| Nuestro Amor | 20 | 0.1% |
| An Evening With Silk Sonic | 20 | 0.1% |
| Vida Cara | 20 | 0.1% |
| Color Esperanza 2020 | 19 | 0.1% |
| Other values (11927) | 20485 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| the | 2694 | 3.7% |
| 1551 | 2.2% | |
| edition | 851 | 1.2% |
| deluxe | 823 | 1.1% |
| of | 817 | 1.1% |
| original | 732 | 1.0% |
| soundtrack | 716 | 1.0% |
| motion | 687 | 1.0% |
| picture | 671 | 0.9% |
| a | 600 | 0.8% |
| Other values (11896) | 61973 |
Most occurring characters
| Value | Count | Frequency (%) |
| 51397 | 12.2% | |
| e | 35131 | 8.3% |
| a | 26138 | 6.2% |
| o | 24756 | 5.9% |
| i | 23909 | 5.7% |
| n | 20632 | 4.9% |
| r | 19241 | 4.6% |
| t | 17484 | 4.1% |
| s | 14327 | 3.4% |
| l | 13808 | 3.3% |
| Other values (373) | 175005 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 270233 | |
| Uppercase Letter | 76726 | 18.2% |
| Space Separator | 51397 | 12.2% |
| Other Punctuation | 6610 | 1.6% |
| Decimal Number | 5452 | 1.3% |
| Open Punctuation | 4875 | 1.2% |
| Close Punctuation | 4875 | 1.2% |
| Dash Punctuation | 933 | 0.2% |
| Other Letter | 377 | 0.1% |
| Math Symbol | 154 | < 0.1% |
| Other values (7) | 196 | < 0.1% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| ン | 10 | 2.7% |
| 的 | 10 | 2.7% |
| ス | 10 | 2.7% |
| ア | 9 | 2.4% |
| モ | 7 | 1.9% |
| ラ | 6 | 1.6% |
| ド | 6 | 1.6% |
| の | 5 | 1.3% |
| 幻 | 4 | 1.1% |
| ユ | 4 | 1.1% |
| Other values (208) | 306 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 35131 | |
| a | 26138 | |
| o | 24756 | 9.2% |
| i | 23909 | 8.8% |
| n | 20632 | 7.6% |
| r | 19241 | 7.1% |
| t | 17484 | 6.5% |
| s | 14327 | 5.3% |
| l | 13808 | 5.1% |
| u | 10413 | 3.9% |
| Other values (48) | 64394 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 6472 | 8.4% |
| T | 6089 | 7.9% |
| A | 5486 | 7.2% |
| M | 5121 | 6.7% |
| E | 4996 | 6.5% |
| D | 4314 | 5.6% |
| L | 3879 | 5.1% |
| R | 3695 | 4.8% |
| C | 3665 | 4.8% |
| O | 3628 | 4.7% |
| Other values (34) | 29381 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 2036 | |
| : | 930 | |
| ' | 897 | |
| , | 768 | 11.6% |
| & | 644 | 9.7% |
| " | 507 | 7.7% |
| / | 254 | 3.8% |
| ! | 215 | 3.3% |
| ? | 133 | 2.0% |
| # | 55 | 0.8% |
| Other values (11) | 171 | 2.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1350 | |
| 1 | 1060 | |
| 0 | 1027 | |
| 3 | 476 | 8.7% |
| 5 | 364 | 6.7% |
| 9 | 317 | 5.8% |
| 4 | 281 | 5.2% |
| 7 | 195 | 3.6% |
| 8 | 192 | 3.5% |
| 6 | 190 | 3.5% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 103 | |
| | | 21 | 13.6% |
| ~ | 16 | 10.4% |
| = | 6 | 3.9% |
| < | 3 | 1.9% |
| ÷ | 3 | 1.9% |
| × | 1 | 0.6% |
| ∞ | 1 | 0.6% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 4611 | |
| [ | 261 | 5.4% |
| 《 | 2 | < 0.1% |
| { | 1 | < 0.1% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 4611 | |
| ] | 261 | 5.4% |
| 》 | 2 | < 0.1% |
| } | 1 | < 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 918 | |
| – | 14 | 1.5% |
| — | 1 | 0.1% |
Other Symbol
| Value | Count | Frequency (%) |
| ° | 6 | |
| ™ | 4 | |
| ® | 2 | 16.7% |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 54 | |
| ” | 3 | 5.3% |
Initial Punctuation
| Value | Count | Frequency (%) |
| ‘ | 5 | |
| “ | 3 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ´ | 1 | |
| ` | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 51397 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 70 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 28 |
Modifier Letter
| Value | Count | Frequency (%) |
| ー | 19 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 346956 | |
| Common | 74492 | 17.7% |
| Han | 223 | 0.1% |
| Katakana | 110 | < 0.1% |
| Hiragana | 32 | < 0.1% |
| Greek | 5 | < 0.1% |
| Hebrew | 5 | < 0.1% |
| Hangul | 5 | < 0.1% |
Most frequent character per script
Han
| Value | Count | Frequency (%) |
| 的 | 10 | 4.5% |
| 幻 | 4 | 1.8% |
| 我 | 4 | 1.8% |
| 想 | 4 | 1.8% |
| 你 | 4 | 1.8% |
| 曲 | 3 | 1.3% |
| 七 | 3 | 1.3% |
| 球 | 3 | 1.3% |
| 後 | 3 | 1.3% |
| 青 | 3 | 1.3% |
| Other values (142) | 182 |
Latin
| Value | Count | Frequency (%) |
| e | 35131 | 10.1% |
| a | 26138 | 7.5% |
| o | 24756 | 7.1% |
| i | 23909 | 6.9% |
| n | 20632 | 5.9% |
| r | 19241 | 5.5% |
| t | 17484 | 5.0% |
| s | 14327 | 4.1% |
| l | 13808 | 4.0% |
| u | 10413 | 3.0% |
| Other values (92) | 141117 |
Common
| Value | Count | Frequency (%) |
| 51397 | ||
| ( | 4611 | 6.2% |
| ) | 4611 | 6.2% |
| . | 2036 | 2.7% |
| 2 | 1350 | 1.8% |
| 1 | 1060 | 1.4% |
| 0 | 1027 | 1.4% |
| : | 930 | 1.2% |
| - | 918 | 1.2% |
| ' | 897 | 1.2% |
| Other values (53) | 5655 | 7.6% |
Katakana
| Value | Count | Frequency (%) |
| ン | 10 | 9.1% |
| ス | 10 | 9.1% |
| ア | 9 | 8.2% |
| モ | 7 | 6.4% |
| ラ | 6 | 5.5% |
| ド | 6 | 5.5% |
| ユ | 4 | 3.6% |
| シ | 4 | 3.6% |
| ル | 4 | 3.6% |
| ト | 4 | 3.6% |
| Other values (25) | 46 |
Hiragana
| Value | Count | Frequency (%) |
| の | 5 | |
| い | 3 | 9.4% |
| に | 3 | 9.4% |
| ま | 3 | 9.4% |
| な | 2 | 6.2% |
| は | 1 | 3.1% |
| ろ | 1 | 3.1% |
| せ | 1 | 3.1% |
| て | 1 | 3.1% |
| ぶ | 1 | 3.1% |
| Other values (11) | 11 |
Hangul
| Value | Count | Frequency (%) |
| 남 | 1 | |
| 스 | 1 | |
| 타 | 1 | |
| 일 | 1 | |
| 강 | 1 |
Hebrew
| Value | Count | Frequency (%) |
| ה | 2 | |
| ק | 1 | |
| ד | 1 | |
| ש | 1 |
Greek
| Value | Count | Frequency (%) |
| Ξ | 5 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 419276 | |
| None | 2066 | 0.5% |
| CJK | 223 | 0.1% |
| Katakana | 129 | < 0.1% |
| Punctuation | 87 | < 0.1% |
| Hiragana | 32 | < 0.1% |
| Hebrew | 5 | < 0.1% |
| Hangul | 5 | < 0.1% |
| Letterlike Symbols | 4 | < 0.1% |
| Math Operators | 1 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 51397 | 12.3% | |
| e | 35131 | 8.4% |
| a | 26138 | 6.2% |
| o | 24756 | 5.9% |
| i | 23909 | 5.7% |
| n | 20632 | 4.9% |
| r | 19241 | 4.6% |
| t | 17484 | 4.2% |
| s | 14327 | 3.4% |
| l | 13808 | 3.3% |
| Other values (83) | 172453 |
None
| Value | Count | Frequency (%) |
| ó | 305 | |
| é | 296 | |
| í | 194 | 9.4% |
| á | 178 | 8.6% |
| ú | 128 | 6.2% |
| ñ | 124 | 6.0% |
| ü | 120 | 5.8% |
| ã | 105 | 5.1% |
| ç | 74 | 3.6% |
| ı | 54 | 2.6% |
| Other values (53) | 488 |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 54 | |
| – | 14 | 16.1% |
| … | 7 | 8.0% |
| ‘ | 5 | 5.7% |
| “ | 3 | 3.4% |
| ” | 3 | 3.4% |
| — | 1 | 1.1% |
Katakana
| Value | Count | Frequency (%) |
| ー | 19 | 14.7% |
| ン | 10 | 7.8% |
| ス | 10 | 7.8% |
| ア | 9 | 7.0% |
| モ | 7 | 5.4% |
| ラ | 6 | 4.7% |
| ド | 6 | 4.7% |
| ユ | 4 | 3.1% |
| シ | 4 | 3.1% |
| ル | 4 | 3.1% |
| Other values (26) | 50 |
CJK
| Value | Count | Frequency (%) |
| 的 | 10 | 4.5% |
| 幻 | 4 | 1.8% |
| 我 | 4 | 1.8% |
| 想 | 4 | 1.8% |
| 你 | 4 | 1.8% |
| 曲 | 3 | 1.3% |
| 七 | 3 | 1.3% |
| 球 | 3 | 1.3% |
| 後 | 3 | 1.3% |
| 青 | 3 | 1.3% |
| Other values (142) | 182 |
Hiragana
| Value | Count | Frequency (%) |
| の | 5 | |
| い | 3 | 9.4% |
| に | 3 | 9.4% |
| ま | 3 | 9.4% |
| な | 2 | 6.2% |
| は | 1 | 3.1% |
| ろ | 1 | 3.1% |
| せ | 1 | 3.1% |
| て | 1 | 3.1% |
| ぶ | 1 | 3.1% |
| Other values (11) | 11 |
Letterlike Symbols
| Value | Count | Frequency (%) |
| ™ | 4 |
Hebrew
| Value | Count | Frequency (%) |
| ה | 2 | |
| ק | 1 | |
| ד | 1 | |
| ש | 1 |
Hangul
| Value | Count | Frequency (%) |
| 남 | 1 | |
| 스 | 1 | |
| 타 | 1 | |
| 일 | 1 | |
| 강 | 1 |
Math Operators
| Value | Count | Frequency (%) |
| ∞ | 1 |
Album_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 323.7 KiB |
| album | |
|---|---|
| single | |
| compilation | 788 |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 5.4697365 |
| Min length | 5 |
Characters and Unicode
| Total characters | 113322 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | album |
|---|---|
| 2nd row | album |
| 3rd row | single |
| 4th row | album |
| 5th row | album |
Common Values
| Value | Count | Frequency (%) |
| album | 14926 | |
| single | 5004 | 24.2% |
| compilation | 788 | 3.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| album | 14926 | |
| single | 5004 | 24.2% |
| compilation | 788 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 20718 | |
| a | 15714 | |
| m | 15714 | |
| b | 14926 | |
| u | 14926 | |
| i | 6580 | 5.8% |
| n | 5792 | 5.1% |
| s | 5004 | 4.4% |
| g | 5004 | 4.4% |
| e | 5004 | 4.4% |
| Other values (4) | 3940 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 113322 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 20718 | |
| a | 15714 | |
| m | 15714 | |
| b | 14926 | |
| u | 14926 | |
| i | 6580 | 5.8% |
| n | 5792 | 5.1% |
| s | 5004 | 4.4% |
| g | 5004 | 4.4% |
| e | 5004 | 4.4% |
| Other values (4) | 3940 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 113322 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 20718 | |
| a | 15714 | |
| m | 15714 | |
| b | 14926 | |
| u | 14926 | |
| i | 6580 | 5.8% |
| n | 5792 | 5.1% |
| s | 5004 | 4.4% |
| g | 5004 | 4.4% |
| e | 5004 | 4.4% |
| Other values (4) | 3940 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113322 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 20718 | |
| a | 15714 | |
| m | 15714 | |
| b | 14926 | |
| u | 14926 | |
| i | 6580 | 5.8% |
| n | 5792 | 5.1% |
| s | 5004 | 4.4% |
| g | 5004 | 4.4% |
| e | 5004 | 4.4% |
| Other values (4) | 3940 | 3.5% |
Danceability
Real number (ℝ)
| Distinct | 898 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.61977745 |
| Minimum | 0 |
|---|---|
| Maximum | 0.975 |
| Zeros | 17 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.319 |
| Q1 | 0.518 |
| median | 0.637 |
| Q3 | 0.74025 |
| 95-th percentile | 0.861 |
| Maximum | 0.975 |
| Range | 0.975 |
| Interquartile range (IQR) | 0.22225 |
Descriptive statistics
| Standard deviation | 0.16527239 |
|---|---|
| Coefficient of variation (CV) | 0.26666409 |
| Kurtosis | 0.13707564 |
| Mean | 0.61977745 |
| Median Absolute Deviation (MAD) | 0.11 |
| Skewness | -0.55015414 |
| Sum | 12839.31 |
| Variance | 0.027314963 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.687 | 78 | 0.4% |
| 0.671 | 74 | 0.4% |
| 0.626 | 69 | 0.3% |
| 0.647 | 68 | 0.3% |
| 0.682 | 67 | 0.3% |
| 0.585 | 66 | 0.3% |
| 0.673 | 64 | 0.3% |
| 0.681 | 64 | 0.3% |
| 0.638 | 63 | 0.3% |
| 0.646 | 62 | 0.3% |
| Other values (888) | 20041 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 0.0532 | 1 | < 0.1% |
| 0.0619 | 1 | < 0.1% |
| 0.0623 | 1 | < 0.1% |
| 0.064 | 1 | < 0.1% |
| 0.0649 | 1 | < 0.1% |
| 0.065 | 1 | < 0.1% |
| 0.0673 | 1 | < 0.1% |
| 0.0686 | 1 | < 0.1% |
| 0.069 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.975 | 3 | |
| 0.973 | 1 | < 0.1% |
| 0.971 | 2 | |
| 0.97 | 4 | |
| 0.969 | 1 | < 0.1% |
| 0.968 | 1 | < 0.1% |
| 0.967 | 3 | |
| 0.966 | 1 | < 0.1% |
| 0.965 | 2 | |
| 0.964 | 4 |
Energy
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1268 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63525035 |
| Minimum | 2.03 × 10-5 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 2.03 × 10-5 |
|---|---|
| 5-th percentile | 0.22 |
| Q1 | 0.507 |
| median | 0.666 |
| Q3 | 0.798 |
| 95-th percentile | 0.929 |
| Maximum | 1 |
| Range | 0.9999797 |
| Interquartile range (IQR) | 0.291 |
Descriptive statistics
| Standard deviation | 0.21414683 |
|---|---|
| Coefficient of variation (CV) | 0.3371062 |
| Kurtosis | 0.13887264 |
| Mean | 0.63525035 |
| Median Absolute Deviation (MAD) | 0.143 |
| Skewness | -0.71485192 |
| Sum | 13159.846 |
| Variance | 0.045858865 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.572 | 60 | 0.3% |
| 0.711 | 57 | 0.3% |
| 0.72 | 57 | 0.3% |
| 0.785 | 56 | 0.3% |
| 0.768 | 56 | 0.3% |
| 0.674 | 55 | 0.3% |
| 0.703 | 54 | 0.3% |
| 0.782 | 54 | 0.3% |
| 0.745 | 53 | 0.3% |
| 0.723 | 53 | 0.3% |
| Other values (1258) | 20161 |
| Value | Count | Frequency (%) |
| 2.03 × 10-5 | 1 | < 0.1% |
| 5.5 × 10-5 | 2 | |
| 0.000252 | 2 | |
| 0.00125 | 3 | |
| 0.00144 | 1 | < 0.1% |
| 0.00174 | 1 | < 0.1% |
| 0.00189 | 1 | < 0.1% |
| 0.00194 | 1 | < 0.1% |
| 0.00199 | 1 | < 0.1% |
| 0.00212 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 0.999 | 1 | < 0.1% |
| 0.998 | 5 | |
| 0.997 | 3 | < 0.1% |
| 0.996 | 7 | |
| 0.995 | 10 | |
| 0.994 | 10 | |
| 0.993 | 5 | |
| 0.992 | 5 | |
| 0.991 | 8 |
Key
Real number (ℝ)
ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3003476 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 2305 |
| Zeros (%) | 11.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.5764485 |
|---|---|
| Coefficient of variation (CV) | 0.67475736 |
| Kurtosis | -1.2980009 |
| Mean | 5.3003476 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.0045108915 |
| Sum | 109802 |
| Variance | 12.790984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 2305 | |
| 7 | 2252 | |
| 1 | 2211 | |
| 2 | 2021 | |
| 9 | 1979 | |
| 5 | 1731 | |
| 11 | 1667 | |
| 4 | 1515 | |
| 8 | 1483 | |
| 6 | 1443 | |
| Other values (2) | 2109 |
| Value | Count | Frequency (%) |
| 0 | 2305 | |
| 1 | 2211 | |
| 2 | 2021 | |
| 3 | 670 | 3.2% |
| 4 | 1515 | |
| 5 | 1731 | |
| 6 | 1443 | |
| 7 | 2252 | |
| 8 | 1483 | |
| 9 | 1979 |
| Value | Count | Frequency (%) |
| 11 | 1667 | |
| 10 | 1439 | |
| 9 | 1979 | |
| 8 | 1483 | |
| 7 | 2252 | |
| 6 | 1443 | |
| 5 | 1731 | |
| 4 | 1515 | |
| 3 | 670 | 3.2% |
| 2 | 2021 |
Loudness
Real number (ℝ)
HIGH CORRELATION
| Distinct | 9417 |
|---|---|
| Distinct (%) | 45.5% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.6716803 |
| Minimum | -46.251 |
|---|---|
| Maximum | 0.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 20710 |
| Negative (%) | > 99.9% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | -46.251 |
|---|---|
| 5-th percentile | -15.8895 |
| Q1 | -8.858 |
| median | -6.536 |
| Q3 | -4.931 |
| 95-th percentile | -3.199 |
| Maximum | 0.92 |
| Range | 47.171 |
| Interquartile range (IQR) | 3.927 |
Descriptive statistics
| Standard deviation | 4.6327486 |
|---|---|
| Coefficient of variation (CV) | -0.60387664 |
| Kurtosis | 10.735181 |
| Mean | -7.6716803 |
| Median Absolute Deviation (MAD) | 1.835 |
| Skewness | -2.700817 |
| Sum | -158926.53 |
| Variance | 21.462359 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -7.818 | 25 | 0.1% |
| -7.768 | 21 | 0.1% |
| -4.501 | 16 | 0.1% |
| -6.887 | 15 | 0.1% |
| -6.253 | 14 | 0.1% |
| -6.246 | 12 | 0.1% |
| -5.76 | 12 | 0.1% |
| -5.077 | 12 | 0.1% |
| -5.549 | 11 | 0.1% |
| -4.592 | 11 | 0.1% |
| Other values (9407) | 20567 |
| Value | Count | Frequency (%) |
| -46.251 | 1 | |
| -44.761 | 1 | |
| -43.988 | 1 | |
| -41.932 | 1 | |
| -41.766 | 1 | |
| -41.696 | 1 | |
| -41.53 | 2 | |
| -41.001 | 1 | |
| -39.919 | 1 | |
| -39.869 | 1 |
| Value | Count | Frequency (%) |
| 0.92 | 1 | < 0.1% |
| 0.829 | 1 | < 0.1% |
| 0.561 | 1 | < 0.1% |
| 0.522 | 1 | < 0.1% |
| 0.175 | 1 | < 0.1% |
| 0.006 | 1 | < 0.1% |
| -0.007 | 1 | < 0.1% |
| -0.14 | 1 | < 0.1% |
| -0.142 | 1 | < 0.1% |
| -0.155 | 4 |
Speechiness
Real number (ℝ)
| Distinct | 1303 |
|---|---|
| Distinct (%) | 6.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.096456005 |
| Minimum | 0 |
|---|---|
| Maximum | 0.964 |
| Zeros | 17 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0278 |
| Q1 | 0.0357 |
| median | 0.0505 |
| Q3 | 0.103 |
| 95-th percentile | 0.324 |
| Maximum | 0.964 |
| Range | 0.964 |
| Interquartile range (IQR) | 0.0673 |
Descriptive statistics
| Standard deviation | 0.11196003 |
|---|---|
| Coefficient of variation (CV) | 1.1607367 |
| Kurtosis | 16.499958 |
| Mean | 0.096456005 |
| Median Absolute Deviation (MAD) | 0.0192 |
| Skewness | 3.3736906 |
| Sum | 1998.1826 |
| Variance | 0.012535048 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0324 | 72 | 0.3% |
| 0.0305 | 68 | 0.3% |
| 0.0288 | 65 | 0.3% |
| 0.0317 | 65 | 0.3% |
| 0.0293 | 64 | 0.3% |
| 0.0326 | 64 | 0.3% |
| 0.0315 | 63 | 0.3% |
| 0.0377 | 63 | 0.3% |
| 0.0308 | 62 | 0.3% |
| 0.0306 | 62 | 0.3% |
| Other values (1293) | 20068 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 0.022 | 1 | < 0.1% |
| 0.0222 | 1 | < 0.1% |
| 0.0224 | 1 | < 0.1% |
| 0.0225 | 1 | < 0.1% |
| 0.0226 | 1 | < 0.1% |
| 0.0227 | 1 | < 0.1% |
| 0.0229 | 1 | < 0.1% |
| 0.023 | 2 | < 0.1% |
| 0.0231 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.964 | 1 | |
| 0.962 | 1 | |
| 0.961 | 2 | |
| 0.96 | 2 | |
| 0.959 | 2 | |
| 0.956 | 1 | |
| 0.955 | 1 | |
| 0.954 | 1 | |
| 0.953 | 1 | |
| 0.952 | 1 |
Acousticness
Real number (ℝ)
HIGH CORRELATION
| Distinct | 3138 |
|---|---|
| Distinct (%) | 15.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29153535 |
| Minimum | 1.11 × 10-6 |
|---|---|
| Maximum | 0.996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 1.11 × 10-6 |
|---|---|
| 5-th percentile | 0.00162 |
| Q1 | 0.0452 |
| median | 0.193 |
| Q3 | 0.47725 |
| 95-th percentile | 0.885 |
| Maximum | 0.996 |
| Range | 0.99599889 |
| Interquartile range (IQR) | 0.43205 |
Descriptive statistics
| Standard deviation | 0.28629882 |
|---|---|
| Coefficient of variation (CV) | 0.98203808 |
| Kurtosis | -0.38256817 |
| Mean | 0.29153535 |
| Median Absolute Deviation (MAD) | 0.174 |
| Skewness | 0.88309151 |
| Sum | 6039.4463 |
| Variance | 0.081967012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.114 | 50 | 0.2% |
| 0.161 | 49 | 0.2% |
| 0.117 | 45 | 0.2% |
| 0.105 | 44 | 0.2% |
| 0.118 | 41 | 0.2% |
| 0.181 | 40 | 0.2% |
| 0.121 | 40 | 0.2% |
| 0.173 | 39 | 0.2% |
| 0.191 | 37 | 0.2% |
| 0.134 | 36 | 0.2% |
| Other values (3128) | 20295 |
| Value | Count | Frequency (%) |
| 1.11 × 10-6 | 1 | |
| 1.39 × 10-6 | 1 | |
| 1.77 × 10-6 | 1 | |
| 2.33 × 10-6 | 1 | |
| 2.6 × 10-6 | 1 | |
| 3.19 × 10-6 | 1 | |
| 3.88 × 10-6 | 1 | |
| 4 × 10-6 | 1 | |
| 4.2 × 10-6 | 1 | |
| 4.21 × 10-6 | 1 |
| Value | Count | Frequency (%) |
| 0.996 | 19 | |
| 0.995 | 27 | |
| 0.994 | 27 | |
| 0.993 | 21 | |
| 0.992 | 20 | |
| 0.991 | 18 | |
| 0.99 | 13 | |
| 0.989 | 17 | |
| 0.988 | 16 | |
| 0.987 | 16 |
Instrumentalness
Real number (ℝ)
ZEROS
| Distinct | 4012 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.055961558 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 9391 |
| Zeros (%) | 45.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2.405 × 10-6 |
| Q3 | 0.000463 |
| 95-th percentile | 0.58 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.000463 |
Descriptive statistics
| Standard deviation | 0.19326203 |
|---|---|
| Coefficient of variation (CV) | 3.4534784 |
| Kurtosis | 12.664126 |
| Mean | 0.055961558 |
| Median Absolute Deviation (MAD) | 2.405 × 10-6 |
| Skewness | 3.720041 |
| Sum | 1159.2996 |
| Variance | 0.037350213 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9391 | |
| 1.4 × 10-5 | 17 | 0.1% |
| 0.00106 | 16 | 0.1% |
| 1.34 × 10-6 | 16 | 0.1% |
| 0.109 | 15 | 0.1% |
| 1.31 × 10-6 | 15 | 0.1% |
| 1.1 × 10-6 | 15 | 0.1% |
| 1.16 × 10-5 | 15 | 0.1% |
| 1.2 × 10-5 | 15 | 0.1% |
| 1.28 × 10-5 | 15 | 0.1% |
| Other values (4002) | 11186 |
| Value | Count | Frequency (%) |
| 0 | 9391 | |
| 1 × 10-6 | 9 | < 0.1% |
| 1.01 × 10-6 | 5 | < 0.1% |
| 1.02 × 10-6 | 15 | 0.1% |
| 1.03 × 10-6 | 10 | < 0.1% |
| 1.04 × 10-6 | 13 | 0.1% |
| 1.05 × 10-6 | 8 | < 0.1% |
| 1.06 × 10-6 | 9 | < 0.1% |
| 1.07 × 10-6 | 10 | < 0.1% |
| 1.08 × 10-6 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 8 | |
| 0.999 | 1 | < 0.1% |
| 0.995 | 3 | < 0.1% |
| 0.993 | 1 | < 0.1% |
| 0.992 | 2 | < 0.1% |
| 0.989 | 2 | < 0.1% |
| 0.988 | 4 | |
| 0.986 | 2 | < 0.1% |
| 0.985 | 1 | < 0.1% |
| 0.983 | 1 | < 0.1% |
Liveness
Real number (ℝ)
| Distinct | 1536 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.193521 |
| Minimum | 0.0145 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0.0145 |
|---|---|
| 5-th percentile | 0.058375 |
| Q1 | 0.0941 |
| median | 0.125 |
| Q3 | 0.237 |
| 95-th percentile | 0.573 |
| Maximum | 1 |
| Range | 0.9855 |
| Interquartile range (IQR) | 0.1429 |
Descriptive statistics
| Standard deviation | 0.1685309 |
|---|---|
| Coefficient of variation (CV) | 0.87086623 |
| Kurtosis | 5.8521745 |
| Mean | 0.193521 |
| Median Absolute Deviation (MAD) | 0.0453 |
| Skewness | 2.310133 |
| Sum | 4008.981 |
| Variance | 0.028402665 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.11 | 237 | 1.1% |
| 0.109 | 226 | 1.1% |
| 0.111 | 215 | 1.0% |
| 0.107 | 215 | 1.0% |
| 0.108 | 211 | 1.0% |
| 0.104 | 201 | 1.0% |
| 0.103 | 195 | 0.9% |
| 0.105 | 185 | 0.9% |
| 0.101 | 185 | 0.9% |
| 0.112 | 175 | 0.8% |
| Other values (1526) | 18671 |
| Value | Count | Frequency (%) |
| 0.0145 | 1 | |
| 0.015 | 1 | |
| 0.0157 | 1 | |
| 0.0158 | 1 | |
| 0.0181 | 1 | |
| 0.0182 | 1 | |
| 0.0188 | 1 | |
| 0.019 | 2 | |
| 0.0199 | 1 | |
| 0.02 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.997 | 1 | < 0.1% |
| 0.99 | 1 | < 0.1% |
| 0.986 | 1 | < 0.1% |
| 0.984 | 7 | |
| 0.983 | 5 | |
| 0.982 | 2 | < 0.1% |
| 0.98 | 2 | < 0.1% |
| 0.978 | 2 | < 0.1% |
| 0.977 | 5 |
Valence
Real number (ℝ)
| Distinct | 1293 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52985332 |
| Minimum | 0 |
|---|---|
| Maximum | 0.993 |
| Zeros | 26 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.119 |
| Q1 | 0.339 |
| median | 0.537 |
| Q3 | 0.72625 |
| 95-th percentile | 0.921 |
| Maximum | 0.993 |
| Range | 0.993 |
| Interquartile range (IQR) | 0.38725 |
Descriptive statistics
| Standard deviation | 0.24544081 |
|---|---|
| Coefficient of variation (CV) | 0.46322406 |
| Kurtosis | -0.92958849 |
| Mean | 0.52985332 |
| Median Absolute Deviation (MAD) | 0.194 |
| Skewness | -0.10078553 |
| Sum | 10976.441 |
| Variance | 0.060241191 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.961 | 71 | 0.3% |
| 0.785 | 51 | 0.2% |
| 0.962 | 47 | 0.2% |
| 0.637 | 44 | 0.2% |
| 0.491 | 44 | 0.2% |
| 0.595 | 44 | 0.2% |
| 0.964 | 43 | 0.2% |
| 0.285 | 43 | 0.2% |
| 0.284 | 42 | 0.2% |
| 0.353 | 41 | 0.2% |
| Other values (1283) | 20246 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 1 × 10-5 | 21 | |
| 0.00237 | 1 | < 0.1% |
| 0.00294 | 1 | < 0.1% |
| 0.00987 | 2 | < 0.1% |
| 0.0129 | 1 | < 0.1% |
| 0.0144 | 1 | < 0.1% |
| 0.0153 | 1 | < 0.1% |
| 0.0154 | 2 | < 0.1% |
| 0.0185 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.993 | 1 | < 0.1% |
| 0.991 | 1 | < 0.1% |
| 0.99 | 1 | < 0.1% |
| 0.989 | 1 | < 0.1% |
| 0.986 | 1 | < 0.1% |
| 0.985 | 2 | |
| 0.984 | 2 | |
| 0.982 | 2 | |
| 0.981 | 2 | |
| 0.98 | 4 |
Tempo
Real number (ℝ)
| Distinct | 15024 |
|---|---|
| Distinct (%) | 72.5% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 120.63834 |
| Minimum | 0 |
|---|---|
| Maximum | 243.372 |
| Zeros | 17 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 78.4305 |
| Q1 | 97.002 |
| median | 119.965 |
| Q3 | 139.935 |
| 95-th percentile | 174.794 |
| Maximum | 243.372 |
| Range | 243.372 |
| Interquartile range (IQR) | 42.933 |
Descriptive statistics
| Standard deviation | 29.579018 |
|---|---|
| Coefficient of variation (CV) | 0.24518754 |
| Kurtosis | -0.13017291 |
| Mean | 120.63834 |
| Median Absolute Deviation (MAD) | 21.2055 |
| Skewness | 0.3931929 |
| Sum | 2499143.9 |
| Variance | 874.91828 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 77.986 | 24 | 0.1% |
| 106.002 | 19 | 0.1% |
| 0 | 17 | 0.1% |
| 120.031 | 12 | 0.1% |
| 119.982 | 11 | 0.1% |
| 129.971 | 10 | < 0.1% |
| 120.057 | 10 | < 0.1% |
| 100.015 | 10 | < 0.1% |
| 140.006 | 10 | < 0.1% |
| 106.001 | 9 | < 0.1% |
| Other values (15014) | 20584 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 37.114 | 1 | < 0.1% |
| 38.137 | 1 | < 0.1% |
| 43.509 | 1 | < 0.1% |
| 45.397 | 1 | < 0.1% |
| 46.718 | 1 | < 0.1% |
| 47.362 | 3 | < 0.1% |
| 48.028 | 1 | < 0.1% |
| 48.19 | 2 | < 0.1% |
| 48.637 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 243.372 | 1 | |
| 236.059 | 1 | |
| 220.099 | 1 | |
| 215.918 | 1 | |
| 214.025 | 1 | |
| 213.503 | 1 | |
| 211.958 | 1 | |
| 210.857 | 1 | |
| 209.953 | 1 | |
| 209.795 | 1 |
Duration_ms
Real number (ℝ)
SKEWED
| Distinct | 14690 |
|---|---|
| Distinct (%) | 70.9% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 224717.58 |
| Minimum | 30985 |
|---|---|
| Maximum | 4676058 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 30985 |
|---|---|
| 5-th percentile | 133707.75 |
| Q1 | 180009.5 |
| median | 213284.5 |
| Q3 | 252443 |
| 95-th percentile | 335837 |
| Maximum | 4676058 |
| Range | 4645073 |
| Interquartile range (IQR) | 72433.5 |
Descriptive statistics
| Standard deviation | 124790.54 |
|---|---|
| Coefficient of variation (CV) | 0.55532168 |
| Kurtosis | 788.22417 |
| Mean | 224717.58 |
| Median Absolute Deviation (MAD) | 35751.5 |
| Skewness | 23.375959 |
| Sum | 4.6552494 × 109 |
| Variance | 1.557268 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 237467 | 26 | 0.1% |
| 217547 | 19 | 0.1% |
| 216000 | 18 | 0.1% |
| 180000 | 12 | 0.1% |
| 240000 | 12 | 0.1% |
| 160000 | 12 | 0.1% |
| 170000 | 10 | < 0.1% |
| 31000 | 10 | < 0.1% |
| 192000 | 10 | < 0.1% |
| 252443 | 9 | < 0.1% |
| Other values (14680) | 20578 |
| Value | Count | Frequency (%) |
| 30985 | 1 | < 0.1% |
| 31000 | 10 | |
| 31437 | 1 | < 0.1% |
| 35000 | 1 | < 0.1% |
| 37000 | 1 | < 0.1% |
| 38000 | 2 | < 0.1% |
| 39000 | 2 | < 0.1% |
| 40000 | 1 | < 0.1% |
| 41000 | 1 | < 0.1% |
| 42000 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4676058 | 1 | < 0.1% |
| 4581483 | 9 | |
| 4120258 | 1 | < 0.1% |
| 3340672 | 1 | < 0.1% |
| 1484260 | 1 | < 0.1% |
| 1427979 | 1 | < 0.1% |
| 1330157 | 2 | < 0.1% |
| 983432 | 1 | < 0.1% |
| 975267 | 1 | < 0.1% |
| 944325 | 1 | < 0.1% |
Views
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 19245 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 470 |
| Missing (%) | 2.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93937821 |
| Minimum | 0 |
|---|---|
| Maximum | 8.0796494 × 109 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 46764.8 |
| Q1 | 1826001.5 |
| median | 14501095 |
| Q3 | 70399749 |
| 95-th percentile | 4.3342305 × 108 |
| Maximum | 8.0796494 × 109 |
| Range | 8.0796494 × 109 |
| Interquartile range (IQR) | 68573748 |
Descriptive statistics
| Standard deviation | 2.7464432 × 108 |
|---|---|
| Coefficient of variation (CV) | 2.9236821 |
| Kurtosis | 148.79317 |
| Mean | 93937821 |
| Median Absolute Deviation (MAD) | 14269355 |
| Skewness | 9.2378329 |
| Sum | 1.902053 × 1012 |
| Variance | 7.5429504 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98701312 | 10 | < 0.1% |
| 1012205556 | 10 | < 0.1% |
| 3877674 | 10 | < 0.1% |
| 99348431 | 10 | < 0.1% |
| 76238633 | 10 | < 0.1% |
| 433396 | 10 | < 0.1% |
| 8266725 | 10 | < 0.1% |
| 641407658 | 10 | < 0.1% |
| 6639 | 10 | < 0.1% |
| 3020790 | 10 | < 0.1% |
| Other values (19235) | 20148 | |
| (Missing) | 470 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 7 | 1 | |
| 8 | 2 | |
| 15 | 1 | |
| 21 | 2 | |
| 24 | 1 | |
| 26 | 1 | |
| 28 | 1 | |
| 31 | 1 |
| Value | Count | Frequency (%) |
| 8079649362 | 1 | |
| 8079646911 | 1 | |
| 5908398479 | 1 | |
| 5773798407 | 1 | |
| 5773797147 | 1 | |
| 4898831101 | 1 | |
| 4821016218 | 1 | |
| 4679767471 | 1 | |
| 3817733132 | 1 | |
| 3725748519 | 1 |
Likes
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 17939 |
|---|---|
| Distinct (%) | 88.9% |
| Missing | 541 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 663341.06 |
| Minimum | 0 |
|---|---|
| Maximum | 50788652 |
| Zeros | 18 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 700.4 |
| Q1 | 21581 |
| median | 124481 |
| Q3 | 522148 |
| 95-th percentile | 3007155 |
| Maximum | 50788652 |
| Range | 50788652 |
| Interquartile range (IQR) | 500567 |
Descriptive statistics
| Standard deviation | 1789324.2 |
|---|---|
| Coefficient of variation (CV) | 2.6974423 |
| Kurtosis | 135.47186 |
| Mean | 663341.06 |
| Median Absolute Deviation (MAD) | 120607 |
| Skewness | 8.6707821 |
| Sum | 1.3384233 × 1010 |
| Variance | 3.2016813 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 18 | 0.1% |
| 5730 | 14 | 0.1% |
| 32 | 13 | 0.1% |
| 12 | 13 | 0.1% |
| 1 | 12 | 0.1% |
| 256 | 12 | 0.1% |
| 21 | 11 | 0.1% |
| 4923 | 10 | < 0.1% |
| 449797 | 10 | < 0.1% |
| 143480 | 10 | < 0.1% |
| Other values (17929) | 20054 | |
| (Missing) | 541 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 1 | 12 | |
| 2 | 6 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 50788652 | 1 | |
| 50788626 | 1 | |
| 40147674 | 1 | |
| 40147618 | 1 | |
| 35892575 | 1 | |
| 31047780 | 1 | |
| 27588224 | 1 | |
| 27588189 | 1 | |
| 26446178 | 1 | |
| 26399133 | 1 |
Comments
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 10485 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 569 |
| Missing (%) | 2.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27518.994 |
| Minimum | 0 |
|---|---|
| Maximum | 16083138 |
| Zeros | 499 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 509 |
| median | 3277 |
| Q3 | 14360 |
| 95-th percentile | 101037.6 |
| Maximum | 16083138 |
| Range | 16083138 |
| Interquartile range (IQR) | 13851 |
Descriptive statistics
| Standard deviation | 193234.69 |
|---|---|
| Coefficient of variation (CV) | 7.0218661 |
| Kurtosis | 2862.4274 |
| Mean | 27518.994 |
| Median Absolute Deviation (MAD) | 3202 |
| Skewness | 43.697092 |
| Sum | 5.544802 × 108 |
| Variance | 3.7339645 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 499 | 2.4% |
| 2 | 85 | 0.4% |
| 1 | 85 | 0.4% |
| 4 | 63 | 0.3% |
| 7 | 58 | 0.3% |
| 6 | 54 | 0.3% |
| 3 | 51 | 0.2% |
| 5 | 49 | 0.2% |
| 21 | 46 | 0.2% |
| 12 | 41 | 0.2% |
| Other values (10475) | 19118 | |
| (Missing) | 569 | 2.7% |
| Value | Count | Frequency (%) |
| 0 | 499 | |
| 1 | 85 | 0.4% |
| 2 | 85 | 0.4% |
| 3 | 51 | 0.2% |
| 4 | 63 | 0.3% |
| 5 | 49 | 0.2% |
| 6 | 54 | 0.3% |
| 7 | 58 | 0.3% |
| 8 | 37 | 0.2% |
| 9 | 34 | 0.2% |
| Value | Count | Frequency (%) |
| 16083138 | 1 | |
| 9131761 | 1 | |
| 6535721 | 1 | |
| 6535719 | 1 | |
| 5331537 | 1 | |
| 5130725 | 1 | |
| 4805805 | 1 | |
| 4252791 | 2 | |
| 3637659 | 1 | |
| 3486944 | 1 |
Licensed
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 182.1 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 14610 | |
| False | 6108 |
Official_video
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 182.1 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 16193 | |
| False | 4525 | 21.8% |
Spotify_stream
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 18461 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 576 |
| Missing (%) | 2.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3594219 × 108 |
| Minimum | 6574 |
|---|---|
| Maximum | 3.3865203 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 323.7 KiB |
Quantile statistics
| Minimum | 6574 |
|---|---|
| 5-th percentile | 2635165 |
| Q1 | 17674864 |
| median | 49682982 |
| Q3 | 1.3835807 × 108 |
| 95-th percentile | 5.7812177 × 108 |
| Maximum | 3.3865203 × 109 |
| Range | 3.3865137 × 109 |
| Interquartile range (IQR) | 1.206832 × 108 |
Descriptive statistics
| Standard deviation | 2.4413208 × 108 |
|---|---|
| Coefficient of variation (CV) | 1.7958522 |
| Kurtosis | 23.156929 |
| Mean | 1.3594219 × 108 |
| Median Absolute Deviation (MAD) | 39988332 |
| Skewness | 4.1126427 |
| Sum | 2.7381476 × 1012 |
| Variance | 5.9600471 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 169769959 | 24 | 0.1% |
| 89466323 | 19 | 0.1% |
| 179230151 | 9 | < 0.1% |
| 23128326 | 9 | < 0.1% |
| 9999321 | 9 | < 0.1% |
| 55399812 | 9 | < 0.1% |
| 48533462 | 9 | < 0.1% |
| 61921081 | 7 | < 0.1% |
| 71682526 | 7 | < 0.1% |
| 44902959 | 6 | < 0.1% |
| Other values (18451) | 20034 | |
| (Missing) | 576 | 2.8% |
| Value | Count | Frequency (%) |
| 6574 | 1 | |
| 7771 | 1 | |
| 8053 | 1 | |
| 8074 | 1 | |
| 10306 | 1 | |
| 10540 | 1 | |
| 10660 | 1 | |
| 10701 | 1 | |
| 10710 | 1 | |
| 10798 | 1 |
| Value | Count | Frequency (%) |
| 3386520288 | 1 | |
| 3362005201 | 1 | |
| 2634013335 | 1 | |
| 2594926619 | 1 | |
| 2538329799 | 2 | |
| 2522431995 | 1 | |
| 2456205158 | 2 | |
| 2369272335 | 1 | |
| 2365777505 | 2 | |
| 2336219850 | 2 |
| Danceability | Energy | Key | Loudness | Speechiness | Acousticness | Instrumentalness | Liveness | Valence | Tempo | Duration_ms | Views | Likes | Comments | Spotify_stream | Album_type | Licensed | Official_video | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Danceability | 1.000 | 0.121 | 0.036 | 0.196 | 0.314 | -0.140 | -0.147 | -0.108 | 0.433 | -0.070 | -0.141 | 0.133 | 0.156 | 0.115 | 0.052 | 0.116 | 0.019 | 0.052 |
| Energy | 0.121 | 1.000 | 0.027 | 0.710 | 0.236 | -0.572 | -0.074 | 0.142 | 0.347 | 0.144 | 0.018 | 0.139 | 0.128 | 0.153 | 0.045 | 0.075 | 0.085 | 0.115 |
| Key | 0.036 | 0.027 | 1.000 | 0.023 | 0.032 | -0.026 | 0.000 | -0.015 | 0.041 | 0.000 | -0.005 | 0.013 | 0.016 | 0.012 | -0.007 | 0.043 | 0.000 | 0.008 |
| Loudness | 0.196 | 0.710 | 0.023 | 1.000 | 0.184 | -0.436 | -0.293 | 0.083 | 0.242 | 0.117 | -0.044 | 0.251 | 0.257 | 0.254 | 0.141 | 0.109 | 0.110 | 0.154 |
| Speechiness | 0.314 | 0.236 | 0.032 | 0.184 | 1.000 | -0.147 | -0.194 | 0.051 | 0.130 | 0.070 | -0.161 | 0.026 | 0.086 | 0.065 | -0.018 | 0.070 | 0.064 | 0.068 |
| Acousticness | -0.140 | -0.572 | -0.026 | -0.436 | -0.147 | 1.000 | 0.000 | -0.043 | -0.108 | -0.136 | -0.061 | -0.119 | -0.127 | -0.166 | -0.115 | 0.051 | 0.071 | 0.091 |
| Instrumentalness | -0.147 | -0.074 | 0.000 | -0.293 | -0.194 | 0.000 | 1.000 | -0.087 | -0.160 | -0.022 | 0.062 | -0.182 | -0.183 | -0.163 | -0.113 | 0.033 | 0.058 | 0.066 |
| Liveness | -0.108 | 0.142 | -0.015 | 0.083 | 0.051 | -0.043 | -0.087 | 1.000 | -0.017 | 0.007 | -0.020 | -0.012 | -0.017 | -0.007 | -0.032 | 0.029 | 0.013 | 0.008 |
| Valence | 0.433 | 0.347 | 0.041 | 0.242 | 0.130 | -0.108 | -0.160 | -0.017 | 1.000 | 0.072 | -0.094 | 0.080 | 0.038 | 0.025 | -0.006 | 0.047 | 0.039 | 0.050 |
| Tempo | -0.070 | 0.144 | 0.000 | 0.117 | 0.070 | -0.136 | -0.022 | 0.007 | 0.072 | 1.000 | -0.022 | 0.043 | 0.041 | 0.042 | 0.029 | 0.047 | 0.027 | 0.045 |
| Duration_ms | -0.141 | 0.018 | -0.005 | -0.044 | -0.161 | -0.061 | 0.062 | -0.020 | -0.094 | -0.022 | 1.000 | 0.175 | 0.125 | 0.168 | 0.087 | 0.083 | 0.019 | 0.022 |
| Views | 0.133 | 0.139 | 0.013 | 0.251 | 0.026 | -0.119 | -0.182 | -0.012 | 0.080 | 0.043 | 0.175 | 1.000 | 0.962 | 0.912 | 0.608 | 0.015 | 0.080 | 0.069 |
| Likes | 0.156 | 0.128 | 0.016 | 0.257 | 0.086 | -0.127 | -0.183 | -0.017 | 0.038 | 0.041 | 0.125 | 0.962 | 1.000 | 0.948 | 0.611 | 0.007 | 0.082 | 0.071 |
| Comments | 0.115 | 0.153 | 0.012 | 0.254 | 0.065 | -0.166 | -0.163 | -0.007 | 0.025 | 0.042 | 0.168 | 0.912 | 0.948 | 1.000 | 0.568 | 0.000 | 0.015 | 0.009 |
| Spotify_stream | 0.052 | 0.045 | -0.007 | 0.141 | -0.018 | -0.115 | -0.113 | -0.032 | -0.006 | 0.029 | 0.087 | 0.608 | 0.611 | 0.568 | 1.000 | 0.050 | 0.089 | 0.093 |
| Album_type | 0.116 | 0.075 | 0.043 | 0.109 | 0.070 | 0.051 | 0.033 | 0.029 | 0.047 | 0.047 | 0.083 | 0.015 | 0.007 | 0.000 | 0.050 | 1.000 | 0.044 | 0.108 |
| Licensed | 0.019 | 0.085 | 0.000 | 0.110 | 0.064 | 0.071 | 0.058 | 0.013 | 0.039 | 0.027 | 0.019 | 0.080 | 0.082 | 0.015 | 0.089 | 0.044 | 1.000 | 0.817 |
| Official_video | 0.052 | 0.115 | 0.008 | 0.154 | 0.068 | 0.091 | 0.066 | 0.008 | 0.050 | 0.045 | 0.022 | 0.069 | 0.071 | 0.009 | 0.093 | 0.108 | 0.817 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Artist | Track | Album | Album_type | Danceability | Energy | Key | Loudness | Speechiness | Acousticness | Instrumentalness | Liveness | Valence | Tempo | Duration_ms | Views | Likes | Comments | Licensed | Official_video | Spotify_stream | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Gorillaz | Feel Good Inc. | Demon Days | album | 0.818 | 0.705 | 6.0 | -6.679 | 0.1770 | 0.008360 | 0.002330 | 0.6130 | 0.772 | 138.559 | 222640.0 | 693555221.0 | 6220896.0 | 169907.0 | True | True | 1.040235e+09 |
| 1 | Gorillaz | Rhinestone Eyes | Plastic Beach | album | 0.676 | 0.703 | 8.0 | -5.815 | 0.0302 | 0.086900 | 0.000687 | 0.0463 | 0.852 | 92.761 | 200173.0 | 72011645.0 | 1079128.0 | 31003.0 | True | True | 3.100837e+08 |
| 2 | Gorillaz | New Gold (feat. Tame Impala and Bootie Brown) | New Gold (feat. Tame Impala and Bootie Brown) | single | 0.695 | 0.923 | 1.0 | -3.930 | 0.0522 | 0.042500 | 0.046900 | 0.1160 | 0.551 | 108.014 | 215150.0 | 8435055.0 | 282142.0 | 7399.0 | True | True | 6.306347e+07 |
| 3 | Gorillaz | On Melancholy Hill | Plastic Beach | album | 0.689 | 0.739 | 2.0 | -5.810 | 0.0260 | 0.000015 | 0.509000 | 0.0640 | 0.578 | 120.423 | 233867.0 | 211754952.0 | 1788577.0 | 55229.0 | True | True | 4.346636e+08 |
| 4 | Gorillaz | Clint Eastwood | Gorillaz | album | 0.663 | 0.694 | 10.0 | -8.627 | 0.1710 | 0.025300 | 0.000000 | 0.0698 | 0.525 | 167.953 | 340920.0 | 618480958.0 | 6197318.0 | 155930.0 | True | True | 6.172597e+08 |
| 5 | Gorillaz | DARE | Demon Days | album | 0.760 | 0.891 | 11.0 | -5.852 | 0.0372 | 0.022900 | 0.086900 | 0.2980 | 0.966 | 120.264 | 245000.0 | 259021161.0 | 1844658.0 | 72008.0 | True | True | 3.238503e+08 |
| 6 | Gorillaz | New Gold (feat. Tame Impala and Bootie Brown) - Dom Dolla Remix | New Gold (feat. Tame Impala and Bootie Brown) [Dom Dolla Remix] | single | 0.716 | 0.897 | 4.0 | -7.185 | 0.0629 | 0.012000 | 0.262000 | 0.3250 | 0.358 | 127.030 | 274142.0 | 451996.0 | 11686.0 | 241.0 | False | True | 1.066615e+07 |
| 7 | Gorillaz | She's My Collar (feat. Kali Uchis) | Humanz (Deluxe) | album | 0.726 | 0.815 | 11.0 | -5.886 | 0.0313 | 0.007990 | 0.081000 | 0.1120 | 0.462 | 140.158 | 209560.0 | 1010982.0 | 17675.0 | 260.0 | False | False | 1.596059e+08 |
| 8 | Gorillaz | Cracker Island (feat. Thundercat) | Cracker Island (feat. Thundercat) | single | 0.741 | 0.913 | 2.0 | -3.340 | 0.0465 | 0.003430 | 0.103000 | 0.3250 | 0.643 | 120.012 | 213750.0 | 24459820.0 | 739527.0 | 20296.0 | True | True | 4.267190e+07 |
| 9 | Gorillaz | Dirty Harry | Demon Days | album | 0.625 | 0.877 | 10.0 | -7.176 | 0.1620 | 0.031500 | 0.081100 | 0.6720 | 0.865 | 192.296 | 230426.0 | 154761056.0 | 1386920.0 | 39240.0 | True | True | 1.910747e+08 |
| Artist | Track | Album | Album_type | Danceability | Energy | Key | Loudness | Speechiness | Acousticness | Instrumentalness | Liveness | Valence | Tempo | Duration_ms | Views | Likes | Comments | Licensed | Official_video | Spotify_stream | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20708 | SICK LEGEND | PART OF ME HARDSTYLE (SPED UP) | PART OF ME HARDSTYLE (SPED UP) | single | 0.642 | 0.949 | 10.0 | -3.055 | 0.0373 | 0.019400 | 0.227000 | 0.4140 | 0.6920 | 101.959 | 112971.0 | 40814.0 | 640.0 | 0.0 | True | True | 17721588.0 |
| 20709 | SICK LEGEND | SUMMER TIME SADNESS HARDSTYLE | SUMMER TIME SADNESS HARDSTYLE | single | 0.490 | 0.824 | 1.0 | -6.326 | 0.1580 | 0.088800 | 0.000015 | 0.3630 | 0.3200 | 166.837 | 104910.0 | 23719.0 | 362.0 | 0.0 | True | True | 10838254.0 |
| 20710 | SICK LEGEND | PART OF ME HARDSTYLE | PART OF ME HARDSTYLE | single | 0.519 | 0.902 | 7.0 | -3.494 | 0.0420 | 0.012000 | 0.000132 | 0.2660 | 0.6570 | 174.790 | 131657.0 | 370711.0 | 4639.0 | 0.0 | True | True | 16332133.0 |
| 20711 | SICK LEGEND | MIDDLE OF THE NIGHT - HARDSTYLE REMIX | MIDDLE OF THE NIGHT - HARDSTYLE REMIX | single | 0.292 | 0.692 | 2.0 | -7.198 | 0.0376 | 0.000118 | 0.000354 | 0.3820 | 0.0544 | 185.467 | 175147.0 | 254268.0 | 3472.0 | 0.0 | True | True | 17125177.0 |
| 20712 | SICK LEGEND | EVERYTIME WE TOUCH HARDSTYLE (SPED UP) | EVERYTIME WE TOUCH HARDSTYLE (SPED UP) | single | 0.554 | 0.874 | 1.0 | -5.199 | 0.0480 | 0.235000 | 0.000000 | 0.3180 | 0.6170 | 102.167 | 94000.0 | 16004.0 | 267.0 | 0.0 | True | True | 9921887.0 |
| 20713 | SICK LEGEND | JUST DANCE HARDSTYLE | JUST DANCE HARDSTYLE | single | 0.582 | 0.926 | 5.0 | -6.344 | 0.0328 | 0.448000 | 0.000000 | 0.0839 | 0.6580 | 90.002 | 94667.0 | 71678.0 | 1113.0 | 0.0 | True | True | 9227144.0 |
| 20714 | SICK LEGEND | SET FIRE TO THE RAIN HARDSTYLE | SET FIRE TO THE RAIN HARDSTYLE | single | 0.531 | 0.936 | 4.0 | -1.786 | 0.1370 | 0.028000 | 0.000000 | 0.0923 | 0.6570 | 174.869 | 150857.0 | 164741.0 | 2019.0 | 0.0 | True | True | 10898176.0 |
| 20715 | SICK LEGEND | OUTSIDE HARDSTYLE SPED UP | OUTSIDE HARDSTYLE SPED UP | single | 0.443 | 0.830 | 4.0 | -4.679 | 0.0647 | 0.024300 | 0.000000 | 0.1540 | 0.4190 | 168.388 | 136842.0 | 35646.0 | 329.0 | 0.0 | True | True | 6226110.0 |
| 20716 | SICK LEGEND | ONLY GIRL HARDSTYLE | ONLY GIRL HARDSTYLE | single | 0.417 | 0.767 | 9.0 | -4.004 | 0.4190 | 0.356000 | 0.018400 | 0.1080 | 0.5390 | 155.378 | 108387.0 | 6533.0 | 88.0 | 0.0 | True | True | 6873961.0 |
| 20717 | SICK LEGEND | MISS YOU HARDSTYLE | MISS YOU HARDSTYLE | single | 0.498 | 0.938 | 6.0 | -4.543 | 0.1070 | 0.002770 | 0.911000 | 0.1360 | 0.0787 | 160.067 | 181500.0 | 158697.0 | 2484.0 | 0.0 | True | True | 5695584.0 |